バックドア攻撃

Can You Hear It? Backdoor Attacks via Ultrasonic Triggers

Authors: Stefanos Koffas, Jing Xu, Mauro Conti, Stjepan Picek | Published: 2021-07-30 | Updated: 2022-03-06
バックドア攻撃
敵対的攻撃
音声認識システムのセキュリティ

Accumulative Poisoning Attacks on Real-time Data

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu | Published: 2021-06-18 | Updated: 2021-10-26
オンライン学習
バックドア攻撃
連合学習

Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch

Authors: Hossein Souri, Liam Fowl, Rama Chellappa, Micah Goldblum, Tom Goldstein | Published: 2021-06-16 | Updated: 2022-10-13
バックドア攻撃
ポイズニング
機械学習

Stealthy Backdoors as Compression Artifacts

Authors: Yulong Tian, Fnu Suya, Fengyuan Xu, David Evans | Published: 2021-04-30
バックドア攻撃
モデル圧縮のリスク
脆弱性分析

SPECTRE: Defending Against Backdoor Attacks Using Robust Statistics

Authors: Jonathan Hayase, Weihao Kong, Raghav Somani, Sewoong Oh | Published: 2021-04-22
バックドア攻撃
ポイズニング
ポイズニング攻撃

Adversarial Training for Deep Learning-based Intrusion Detection Systems

Authors: Islam Debicha, Thibault Debatty, Jean-Michel Dricot, Wim Mees | Published: 2021-04-20
MLベースのIDS
バックドア攻撃
敵対的サンプル

Defending Against Adversarial Denial-of-Service Data Poisoning Attacks

Authors: Nicolas M. Müller, Simon Roschmann, Konstantin Böttinger | Published: 2021-04-14 | Updated: 2021-11-30
バックドア攻撃
ポイズニング
ポイズニング攻撃

Black-box Detection of Backdoor Attacks with Limited Information and Data

Authors: Yinpeng Dong, Xiao Yang, Zhijie Deng, Tianyu Pang, Zihao Xiao, Hang Su, Jun Zhu | Published: 2021-03-24
バックドア攻撃
最適化手法
防御メカニズム

TAD: Trigger Approximation based Black-box Trojan Detection for AI

Authors: Xinqiao Zhang, Huili Chen, Farinaz Koushanfar | Published: 2021-02-03 | Updated: 2021-04-20
ウォーターマーキング
トロイの木馬検出
バックドア攻撃

Fast Training of Provably Robust Neural Networks by SingleProp

Authors: Akhilan Boopathy, Tsui-Wei Weng, Sijia Liu, Pin-Yu Chen, Gaoyuan Zhang, Luca Daniel | Published: 2021-02-01
バックドア攻撃
モデル性能評価
敵対的訓練